{
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python385jvsc74a57bd0b3ba2566441a7c06988d0923437866b63cedc61552a5af99d1f4fb67d367b25f",
   "display_name": "Python 3.8.5 64-bit (conda)"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2,
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "my_seed = 2017\n",
    "np.random.seed(my_seed)\n",
    "\n",
    "import random \n",
    "random.seed(my_seed)\n",
    "\n",
    "import tensorflow as tf\n",
    "tf.random.set_seed(my_seed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "matplotlib.rcParams['font.family'] = 'SimHei'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data = np.fromfile(\"uk_data\")\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "stand_scaler = MinMaxScaler()\n",
    "all_data = stand_scaler.fit_transform(all_data.reshape(-1,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "sequence_len = 10\n",
    "X = []\n",
    "Y = []\n",
    "for i in range(len(all_data)-sequence_len):\n",
    "    X.append(all_data[i:i+sequence_len])\n",
    "    Y.append(all_data[i+sequence_len])\n",
    "X = np.array(X)\n",
    "Y = np.array(Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=0.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.models import Sequential\n",
    "from keras.layers import Dense,LSTM\n",
    "\n",
    "\n",
    "def build_model(activation_name,):\n",
    "    model = Sequential()\n",
    "    model.add(LSTM(512, input_shape=(sequence_len,1),return_sequences=True))\n",
    "    model.add(LSTM(128))\n",
    "    model.add(Dense(1,activation=activation_name))\n",
    "    optimizer =tf.optimizers.Adam(learning_rate=0.001)\n",
    "    model.compile(loss='mean_squared_error', optimizer=optimizer, metrics=['mape'])\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "lstm = build_model(\"sigmoid\")\n",
    "step = 250"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "history = lstm.fit(\n",
    "    X_train, Y_train, epochs=step, batch_size = 512,verbose=0,validation_data = (X_test, Y_test)\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y_predict = lstm.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y_predict_real = stand_scaler.inverse_transform(Y_predict.reshape(-1,1))\n",
    "Y_test_real = stand_scaler.inverse_transform(Y_test.reshape(-1,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x2c48d8a5bb0>]"
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1440x144 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20, 2))\n",
    "plt.plot(Y_predict_real/(1024*1024))\n",
    "plt.plot(Y_test_real/(1024*1024))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "根均方误差(RMSE)：7.555664205996835e-05\n",
      "平均绝对百分比误差(MAPE)：0.03513277285727331\n"
     ]
    }
   ],
   "source": [
    "def MAPE(true, pred):\n",
    "    diff = np.abs(np.array(true) - np.array(pred))\n",
    "    return np.mean(diff / true)\n",
    "def RMSE(predictions, targets):\n",
    "    return np.sqrt(((predictions - targets) ** 2).mean())\n",
    "\n",
    "print(f\"根均方误差(RMSE)：{RMSE(Y_predict_real/(1024*1024), Y_test_real/(1024*1024))}\")\n",
    "print(f\"平均绝对百分比误差(MAPE)：{MAPE(Y_predict, Y_test)}\")\n"
   ]
  }
 ]
}